{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pine_tree flatfish kangaroo sweet_pepper castle beaver lobster turtle rose  beaver leopard ray   baby  cup   mouse couch plate wardrobe tractor bee   rocket forest forest elephant road  bed   turtle willow_tree porcupine whale wolf  apple\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet18'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:4.7281,train_acc:7.1100,train_top5_acc:23.1300,test_loss:3.7753,test_acc:12.9400,test_top5_acc:35.6200\n",
      "epoch:1,train_loss:3.5144,train_acc:17.2880,train_top5_acc:42.7020,test_loss:3.2539,test_acc:21.3200,test_top5_acc:49.5300\n",
      "epoch:2,train_loss:3.0833,train_acc:24.8260,train_top5_acc:54.1740,test_loss:3.1193,test_acc:25.8000,test_top5_acc:55.0900\n",
      "epoch:3,train_loss:2.7750,train_acc:31.0520,train_top5_acc:61.4860,test_loss:2.7604,test_acc:31.6700,test_top5_acc:61.6800\n",
      "epoch:4,train_loss:2.5149,train_acc:36.0460,train_top5_acc:66.8980,test_loss:2.5519,test_acc:35.6700,test_top5_acc:67.4600\n",
      "epoch:5,train_loss:2.2749,train_acc:41.1840,train_top5_acc:72.1200,test_loss:2.2828,test_acc:40.2000,test_top5_acc:71.1900\n",
      "epoch:6,train_loss:2.0497,train_acc:45.7500,train_top5_acc:76.5500,test_loss:2.0555,test_acc:45.7400,test_top5_acc:75.6600\n",
      "epoch:7,train_loss:1.8608,train_acc:49.7840,train_top5_acc:80.0160,test_loss:2.0550,test_acc:45.8600,test_top5_acc:76.5300\n",
      "epoch:8,train_loss:1.6794,train_acc:54.0420,train_top5_acc:83.1360,test_loss:1.9896,test_acc:48.3700,test_top5_acc:78.7100\n",
      "epoch:9,train_loss:1.5150,train_acc:58.0360,train_top5_acc:85.9320,test_loss:2.0221,test_acc:47.9800,test_top5_acc:77.9500\n",
      "epoch:10,train_loss:1.3552,train_acc:61.4040,train_top5_acc:88.4160,test_loss:1.9141,test_acc:50.5500,test_top5_acc:79.4000\n",
      "epoch:11,train_loss:1.2087,train_acc:64.9320,train_top5_acc:90.5320,test_loss:2.0033,test_acc:50.4100,test_top5_acc:79.0500\n",
      "epoch:12,train_loss:1.0708,train_acc:68.4420,train_top5_acc:92.5620,test_loss:2.0411,test_acc:50.4100,test_top5_acc:78.8900\n",
      "epoch:13,train_loss:0.9539,train_acc:71.5440,train_top5_acc:94.1640,test_loss:2.1954,test_acc:49.1100,test_top5_acc:78.7300\n",
      "epoch:14,train_loss:0.8387,train_acc:74.5940,train_top5_acc:95.4840,test_loss:2.1832,test_acc:49.8200,test_top5_acc:78.7600\n",
      "epoch:15,train_loss:0.7378,train_acc:77.4540,train_top5_acc:96.4920,test_loss:2.3467,test_acc:49.6200,test_top5_acc:78.2000\n",
      "epoch:16,train_loss:0.6517,train_acc:79.8700,train_top5_acc:97.2240,test_loss:2.4746,test_acc:49.1400,test_top5_acc:77.7300\n",
      "epoch:17,train_loss:0.5800,train_acc:81.8680,train_top5_acc:97.9900,test_loss:2.5315,test_acc:49.6400,test_top5_acc:77.4700\n",
      "epoch:18,train_loss:0.5353,train_acc:83.3520,train_top5_acc:98.1280,test_loss:2.4935,test_acc:49.7800,test_top5_acc:78.7900\n",
      "epoch:19,train_loss:0.4795,train_acc:84.9840,train_top5_acc:98.5320,test_loss:2.7058,test_acc:48.7300,test_top5_acc:76.9500\n",
      "epoch:20,train_loss:0.4601,train_acc:85.5360,train_top5_acc:98.7120,test_loss:2.7491,test_acc:48.4900,test_top5_acc:77.3200\n",
      "epoch:21,train_loss:0.4325,train_acc:86.5080,train_top5_acc:98.7580,test_loss:2.7342,test_acc:49.1400,test_top5_acc:77.6200\n",
      "epoch:22,train_loss:0.3929,train_acc:87.7840,train_top5_acc:98.9500,test_loss:2.8434,test_acc:48.8500,test_top5_acc:76.8800\n",
      "epoch:23,train_loss:0.3931,train_acc:87.6400,train_top5_acc:98.9680,test_loss:2.8553,test_acc:49.4100,test_top5_acc:76.9200\n",
      "epoch:24,train_loss:0.3815,train_acc:87.8400,train_top5_acc:99.1160,test_loss:2.8284,test_acc:48.8200,test_top5_acc:77.0500\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "NameError",
     "evalue": "name 'os' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[6], line 19\u001b[0m\n\u001b[1;32m     17\u001b[0m torch\u001b[38;5;241m.\u001b[39msave(net\u001b[38;5;241m.\u001b[39mstate_dict(), model_name\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.pth\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m     18\u001b[0m plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n\u001b[0;32m---> 19\u001b[0m \u001b[43msave_log\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43mtrain_accs\u001b[49m\u001b[43m,\u001b[49m\u001b[43mtest_accs\u001b[49m\u001b[43m,\u001b[49m\u001b[43mtrain_losses\u001b[49m\u001b[43m,\u001b[49m\u001b[43mtest_losses\u001b[49m\u001b[43m,\u001b[49m\u001b[43mtrain_top5_accs\u001b[49m\u001b[43m,\u001b[49m\u001b[43mtest_top5_accs\u001b[49m\u001b[43m,\u001b[49m\u001b[43moutput_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m../train_process\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/deep-learning/FuTong/useful_tools.py:298\u001b[0m, in \u001b[0;36msave_log\u001b[0;34m(modelname, train_acc, test_acc, train_loss, test_loss, train_top5_correct, test_top5_correct, output_dir)\u001b[0m\n\u001b[1;32m    296\u001b[0m output_dir\u001b[38;5;241m=\u001b[39moutput_dir\u001b[38;5;241m+\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m+\u001b[39mmodelname\n\u001b[1;32m    297\u001b[0m \u001b[38;5;66;03m# Create directory if it doesn't exist.\u001b[39;00m\n\u001b[0;32m--> 298\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[43mos\u001b[49m\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mexists(output_dir):\n\u001b[1;32m    299\u001b[0m     os\u001b[38;5;241m.\u001b[39mmakedirs(output_dir)\n\u001b[1;32m    300\u001b[0m \u001b[38;5;66;03m# Accuracy plots.\u001b[39;00m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'os' is not defined"
     ]
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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